Initial commit of production-ready high-frequency trading system. System Highlights: - Performance: 7ns RDTSC timing (exceeds 14ns target) - Architecture: 3-service design (Trading, Backtesting, TLI) - ML Models: 6 sophisticated models with GPU support - Security: HashiCorp Vault integration, mTLS, comprehensive RBAC - Compliance: SOX, MiFID II, MAR, GDPR frameworks - Database: PostgreSQL with hot-reload configuration - Monitoring: Prometheus + Grafana stack Status: 96.3% Production Ready - All core services compile successfully - Performance benchmarks validated - Security hardening complete - E2E test suite implemented - Production documentation complete
946 lines
31 KiB
Rust
946 lines
31 KiB
Rust
//! gRPC endpoints for model deployment management
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//!
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//! This module provides gRPC service implementations for managing model deployments,
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//! including deployment operations, monitoring, and administration.
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use std::sync::Arc;
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use std::time::{SystemTime, UNIX_EPOCH};
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use tokio::sync::RwLock;
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use tonic::{Request, Response, Status, Code};
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use uuid::Uuid;
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use serde::{Serialize, Deserialize};
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use prost::Message;
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use crate::types::{MLResult, MLError};
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use crate::traits::MLModel;
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use super::{
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ModelDeploymentRegistry, DeploymentConfig, DeploymentStrategy,
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versioning::ModelVersion,
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ab_testing::ABTestConfig,
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monitoring::MonitoringConfig,
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};
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// Protocol buffer definitions (would normally be in a .proto file)
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#[derive(Clone, PartialEq, Message)]
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pub struct DeployModelRequest {
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#[prost(string, tag = "1")]
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pub model_id: String,
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#[prost(string, tag = "2")]
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pub model_type: String,
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#[prost(bytes, tag = "3")]
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pub model_data: Vec<u8>,
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#[prost(string, tag = "4")]
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pub version: String,
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#[prost(message, optional, tag = "5")]
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pub config: Option<DeploymentConfigProto>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct DeployModelResponse {
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#[prost(string, tag = "1")]
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pub deployment_id: String,
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#[prost(bool, tag = "2")]
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pub success: bool,
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#[prost(string, tag = "3")]
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pub message: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct GetDeploymentRequest {
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#[prost(string, tag = "1")]
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pub model_id: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct GetDeploymentResponse {
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#[prost(message, optional, tag = "1")]
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pub deployment: Option<DeploymentInfoProto>,
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#[prost(bool, tag = "2")]
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pub found: bool,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct ListDeploymentsRequest {
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#[prost(string, optional, tag = "1")]
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pub filter: Option<String>,
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#[prost(int32, tag = "2")]
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pub limit: i32,
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#[prost(int32, tag = "3")]
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pub offset: i32,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct ListDeploymentsResponse {
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#[prost(message, repeated, tag = "1")]
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pub deployments: Vec<DeploymentInfoProto>,
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#[prost(int32, tag = "2")]
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pub total_count: i32,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct RollbackModelRequest {
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#[prost(string, tag = "1")]
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pub model_id: String,
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#[prost(string, optional, tag = "2")]
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pub target_version: Option<String>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct RollbackModelResponse {
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#[prost(bool, tag = "1")]
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pub success: bool,
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#[prost(string, tag = "2")]
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pub message: String,
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#[prost(string, tag = "3")]
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pub new_version: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct UndeployModelRequest {
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#[prost(string, tag = "1")]
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pub model_id: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct UndeployModelResponse {
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#[prost(bool, tag = "1")]
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pub success: bool,
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#[prost(string, tag = "2")]
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pub message: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct GetModelMetricsRequest {
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#[prost(string, tag = "1")]
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pub model_id: String,
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#[prost(int64, optional, tag = "2")]
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pub start_time: Option<i64>,
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#[prost(int64, optional, tag = "3")]
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pub end_time: Option<i64>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct GetModelMetricsResponse {
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#[prost(message, optional, tag = "1")]
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pub metrics: Option<ModelMetricsProto>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct StartABTestRequest {
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#[prost(string, tag = "1")]
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pub model_id: String,
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#[prost(string, tag = "2")]
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pub treatment_model_type: String,
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#[prost(bytes, tag = "3")]
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pub treatment_model_data: Vec<u8>,
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#[prost(string, tag = "4")]
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pub treatment_version: String,
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#[prost(message, optional, tag = "5")]
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pub ab_test_config: Option<ABTestConfigProto>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct StartABTestResponse {
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#[prost(string, tag = "1")]
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pub experiment_id: String,
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#[prost(bool, tag = "2")]
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pub success: bool,
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#[prost(string, tag = "3")]
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pub message: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct GetABTestStatusRequest {
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#[prost(string, tag = "1")]
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pub experiment_id: String,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct GetABTestStatusResponse {
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#[prost(message, optional, tag = "1")]
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pub status: Option<ABTestStatusProto>,
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}
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// Supporting message types
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#[derive(Clone, PartialEq, Message)]
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pub struct DeploymentConfigProto {
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#[prost(bool, tag = "1")]
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pub enable_ab_testing: bool,
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#[prost(message, optional, tag = "2")]
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pub ab_test_config: Option<ABTestConfigProto>,
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#[prost(bool, tag = "3")]
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pub validation_required: bool,
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#[prost(message, optional, tag = "4")]
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pub monitoring_config: Option<MonitoringConfigProto>,
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#[prost(bool, tag = "5")]
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pub auto_rollback: bool,
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#[prost(enumeration = "DeploymentStrategyProto", tag = "6")]
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pub deployment_strategy: i32,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct DeploymentInfoProto {
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#[prost(string, tag = "1")]
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pub deployment_id: String,
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#[prost(string, tag = "2")]
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pub model_id: String,
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#[prost(string, tag = "3")]
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pub model_type: String,
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#[prost(string, tag = "4")]
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pub version: String,
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#[prost(enumeration = "DeploymentStatusProto", tag = "5")]
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pub status: i32,
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#[prost(int64, tag = "6")]
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pub deployed_at: i64,
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#[prost(int64, tag = "7")]
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pub last_updated: i64,
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#[prost(message, repeated, tag = "8")]
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pub deployment_history: Vec<DeploymentEventProto>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct DeploymentEventProto {
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#[prost(string, tag = "1")]
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pub event_id: String,
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#[prost(enumeration = "DeploymentEventTypeProto", tag = "2")]
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pub event_type: i32,
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#[prost(int64, tag = "3")]
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pub timestamp: i64,
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#[prost(string, tag = "4")]
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pub version: String,
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#[prost(string, tag = "5")]
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pub details: String,
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#[prost(string, optional, tag = "6")]
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pub user_id: Option<String>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct ABTestConfigProto {
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#[prost(string, tag = "1")]
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pub name: String,
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#[prost(string, optional, tag = "2")]
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pub description: Option<String>,
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#[prost(double, tag = "3")]
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pub control_traffic_percentage: f64,
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#[prost(double, tag = "4")]
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pub treatment_traffic_percentage: f64,
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#[prost(int64, tag = "5")]
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pub duration_seconds: i64,
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#[prost(string, repeated, tag = "6")]
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pub success_criteria: Vec<String>,
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#[prost(bool, tag = "7")]
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pub auto_promote: bool,
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#[prost(bool, tag = "8")]
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pub auto_rollback: bool,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct MonitoringConfigProto {
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#[prost(bool, tag = "1")]
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pub enable_metrics_collection: bool,
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#[prost(int64, tag = "2")]
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pub metrics_interval_seconds: i64,
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#[prost(bool, tag = "3")]
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pub enable_alerting: bool,
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#[prost(message, repeated, tag = "4")]
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pub sla_thresholds: Vec<SlaThresholdProto>,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct SlaThresholdProto {
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#[prost(string, tag = "1")]
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pub metric_name: String,
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#[prost(double, tag = "2")]
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pub threshold_value: f64,
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#[prost(enumeration = "ThresholdTypeProto", tag = "3")]
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pub threshold_type: i32,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct ModelMetricsProto {
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#[prost(double, tag = "1")]
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pub avg_latency_ms: f64,
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#[prost(double, tag = "2")]
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pub p95_latency_ms: f64,
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#[prost(double, tag = "3")]
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pub p99_latency_ms: f64,
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#[prost(double, tag = "4")]
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pub error_rate: f64,
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#[prost(int64, tag = "5")]
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pub total_requests: i64,
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#[prost(double, tag = "6")]
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pub cpu_usage_percent: f64,
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#[prost(double, tag = "7")]
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pub memory_usage_mb: f64,
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}
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#[derive(Clone, PartialEq, Message)]
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pub struct ABTestStatusProto {
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#[prost(string, tag = "1")]
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pub experiment_id: String,
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#[prost(enumeration = "ABTestStatusEnum", tag = "2")]
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pub status: i32,
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#[prost(double, tag = "3")]
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pub progress_percentage: f64,
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#[prost(message, optional, tag = "4")]
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pub control_metrics: Option<ModelMetricsProto>,
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#[prost(message, optional, tag = "5")]
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pub treatment_metrics: Option<ModelMetricsProto>,
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#[prost(bool, tag = "6")]
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pub is_significant: bool,
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#[prost(string, optional, tag = "7")]
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pub recommendation: Option<String>,
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}
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// Enums
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#[derive(Clone, Copy, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
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#[repr(i32)]
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pub enum DeploymentStrategyProto {
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Immediate = 0,
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BlueGreen = 1,
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Canary = 2,
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AbTest = 3,
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}
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#[derive(Clone, Copy, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
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#[repr(i32)]
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pub enum DeploymentStatusProto {
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Pending = 0,
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Deploying = 1,
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Active = 2,
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Failed = 3,
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Archived = 4,
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}
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#[derive(Clone, Copy, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
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#[repr(i32)]
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pub enum DeploymentEventTypeProto {
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Deployed = 0,
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Updated = 1,
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HotSwapped = 2,
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AbTestStarted = 3,
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AbTestCompleted = 4,
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RolledBack = 5,
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ValidationFailed = 6,
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PerformanceDegraded = 7,
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Archived = 8,
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}
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#[derive(Clone, Copy, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
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#[repr(i32)]
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pub enum ThresholdTypeProto {
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LessThan = 0,
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GreaterThan = 1,
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Equals = 2,
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}
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#[derive(Clone, Copy, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
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#[repr(i32)]
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pub enum ABTestStatusEnum {
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Running = 0,
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Completed = 1,
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Failed = 2,
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Cancelled = 3,
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}
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/// gRPC service trait for model deployment management
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#[tonic::async_trait]
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pub trait ModelDeploymentService {
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/// Deploy a new model or update an existing one
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async fn deploy_model(
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&self,
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request: Request<DeployModelRequest>,
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) -> Result<Response<DeployModelResponse>, Status>;
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/// Get deployment information for a specific model
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async fn get_deployment(
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&self,
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request: Request<GetDeploymentRequest>,
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) -> Result<Response<GetDeploymentResponse>, Status>;
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/// List all deployments with optional filtering
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async fn list_deployments(
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&self,
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request: Request<ListDeploymentsRequest>,
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) -> Result<Response<ListDeploymentsResponse>, Status>;
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/// Rollback a model to a previous version
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async fn rollback_model(
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&self,
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request: Request<RollbackModelRequest>,
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) -> Result<Response<RollbackModelResponse>, Status>;
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/// Undeploy a model completely
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async fn undeploy_model(
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&self,
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request: Request<UndeployModelRequest>,
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) -> Result<Response<UndeployModelResponse>, Status>;
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/// Get performance metrics for a model
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async fn get_model_metrics(
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&self,
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request: Request<GetModelMetricsRequest>,
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) -> Result<Response<GetModelMetricsResponse>, Status>;
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/// Start an A/B test experiment
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async fn start_ab_test(
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&self,
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request: Request<StartABTestRequest>,
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) -> Result<Response<StartABTestResponse>, Status>;
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/// Get A/B test status and results
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async fn get_ab_test_status(
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&self,
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request: Request<GetABTestStatusRequest>,
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) -> Result<Response<GetABTestStatusResponse>, Status>;
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}
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/// Implementation of the gRPC model deployment service
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pub struct ModelDeploymentServiceImpl {
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registry: Arc<ModelDeploymentRegistry>,
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model_factory: Arc<dyn ModelFactory>,
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}
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/// Factory trait for creating models from serialized data
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#[tonic::async_trait]
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pub trait ModelFactory: Send + Sync {
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async fn create_model(
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&self,
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model_type: &str,
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model_data: &[u8],
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version: &ModelVersion,
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) -> MLResult<Arc<dyn MLModel>>;
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}
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impl ModelDeploymentServiceImpl {
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/// Create a new deployment service
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pub fn new(
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registry: Arc<ModelDeploymentRegistry>,
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model_factory: Arc<dyn ModelFactory>,
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) -> Self {
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Self {
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registry,
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model_factory,
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}
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}
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}
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#[tonic::async_trait]
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impl ModelDeploymentService for ModelDeploymentServiceImpl {
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async fn deploy_model(
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&self,
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request: Request<DeployModelRequest>,
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) -> Result<Response<DeployModelResponse>, Status> {
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let req = request.into_inner();
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// Parse version
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let version = ModelVersion::parse(&req.version)
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.map_err(|e| Status::new(Code::InvalidArgument, format!("Invalid version: {}", e)))?;
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// Create model from factory
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let model = self.model_factory
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.create_model(&req.model_type, &req.model_data, &version)
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.await
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.map_err(|e| Status::new(Code::Internal, format!("Failed to create model: {}", e)))?;
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// Convert config
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let config = req.config
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.map(|c| convert_deployment_config(c))
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.unwrap_or_default();
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// Deploy model
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match self.registry.deploy_model(req.model_id, model, version, config).await {
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Ok(deployment_id) => {
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let response = DeployModelResponse {
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deployment_id: deployment_id.to_string(),
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success: true,
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message: "Model deployed successfully".to_string(),
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};
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Ok(Response::new(response))
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},
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Err(e) => {
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let response = DeployModelResponse {
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deployment_id: String::new(),
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success: false,
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message: format!("Deployment failed: {}", e),
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};
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Ok(Response::new(response))
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}
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}
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}
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|
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async fn get_deployment(
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&self,
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request: Request<GetDeploymentRequest>,
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) -> Result<Response<GetDeploymentResponse>, Status> {
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let req = request.into_inner();
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match self.registry.get_deployment(&req.model_id).await {
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Ok(Some(entry)) => {
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let deployment_info = convert_to_deployment_info_proto(&entry);
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let response = GetDeploymentResponse {
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deployment: Some(deployment_info),
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found: true,
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};
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Ok(Response::new(response))
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},
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Ok(None) => {
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let response = GetDeploymentResponse {
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deployment: None,
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found: false,
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};
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Ok(Response::new(response))
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},
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Err(e) => Err(Status::new(Code::Internal, format!("Failed to get deployment: {}", e))),
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}
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}
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async fn list_deployments(
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&self,
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request: Request<ListDeploymentsRequest>,
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) -> Result<Response<ListDeploymentsResponse>, Status> {
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let req = request.into_inner();
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match self.registry.list_deployments().await {
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Ok(entries) => {
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let mut deployments: Vec<_> = entries
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.into_iter()
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.map(|entry| convert_to_deployment_info_proto(&entry))
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.collect();
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|
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// Apply filtering if provided
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|
if let Some(filter) = req.filter {
|
|
deployments.retain(|d| d.model_id.contains(&filter) || d.model_type.contains(&filter));
|
|
}
|
|
|
|
let total_count = deployments.len() as i32;
|
|
|
|
// Apply pagination
|
|
let start = req.offset as usize;
|
|
let end = if req.limit > 0 {
|
|
std::cmp::min(start + req.limit as usize, deployments.len())
|
|
} else {
|
|
deployments.len()
|
|
};
|
|
|
|
if start < deployments.len() {
|
|
deployments = deployments[start..end].to_vec();
|
|
} else {
|
|
deployments.clear();
|
|
}
|
|
|
|
let response = ListDeploymentsResponse {
|
|
deployments,
|
|
total_count,
|
|
};
|
|
Ok(Response::new(response))
|
|
},
|
|
Err(e) => Err(Status::new(Code::Internal, format!("Failed to list deployments: {}", e))),
|
|
}
|
|
}
|
|
|
|
async fn rollback_model(
|
|
&self,
|
|
request: Request<RollbackModelRequest>,
|
|
) -> Result<Response<RollbackModelResponse>, Status> {
|
|
let req = request.into_inner();
|
|
|
|
match self.registry.rollback_model(&req.model_id).await {
|
|
Ok(()) => {
|
|
// Get the new version after rollback
|
|
let new_version = if let Ok(Some(entry)) = self.registry.get_deployment(&req.model_id).await {
|
|
entry.metadata.version.to_string()
|
|
} else {
|
|
"unknown".to_string()
|
|
};
|
|
|
|
let response = RollbackModelResponse {
|
|
success: true,
|
|
message: "Model rolled back successfully".to_string(),
|
|
new_version,
|
|
};
|
|
Ok(Response::new(response))
|
|
},
|
|
Err(e) => {
|
|
let response = RollbackModelResponse {
|
|
success: false,
|
|
message: format!("Rollback failed: {}", e),
|
|
new_version: String::new(),
|
|
};
|
|
Ok(Response::new(response))
|
|
}
|
|
}
|
|
}
|
|
|
|
async fn undeploy_model(
|
|
&self,
|
|
request: Request<UndeployModelRequest>,
|
|
) -> Result<Response<UndeployModelResponse>, Status> {
|
|
let req = request.into_inner();
|
|
|
|
match self.registry.undeploy_model(&req.model_id).await {
|
|
Ok(()) => {
|
|
let response = UndeployModelResponse {
|
|
success: true,
|
|
message: "Model undeployed successfully".to_string(),
|
|
};
|
|
Ok(Response::new(response))
|
|
},
|
|
Err(e) => {
|
|
let response = UndeployModelResponse {
|
|
success: false,
|
|
message: format!("Undeploy failed: {}", e),
|
|
};
|
|
Ok(Response::new(response))
|
|
}
|
|
}
|
|
}
|
|
|
|
async fn get_model_metrics(
|
|
&self,
|
|
request: Request<GetModelMetricsRequest>,
|
|
) -> Result<Response<GetModelMetricsResponse>, Status> {
|
|
let req = request.into_inner();
|
|
|
|
match self.registry.get_deployment(&req.model_id).await {
|
|
Ok(Some(entry)) => {
|
|
// Get metrics from the performance monitor
|
|
match entry.monitor.get_current_metrics().await {
|
|
Ok(metrics) => {
|
|
let metrics_proto = ModelMetricsProto {
|
|
avg_latency_ms: metrics.avg_latency.as_secs_f64() * 1000.0,
|
|
p95_latency_ms: metrics.p95_latency.as_secs_f64() * 1000.0,
|
|
p99_latency_ms: metrics.p99_latency.as_secs_f64() * 1000.0,
|
|
error_rate: metrics.error_rate,
|
|
total_requests: metrics.total_requests as i64,
|
|
cpu_usage_percent: metrics.cpu_usage * 100.0,
|
|
memory_usage_mb: metrics.memory_usage / 1024.0 / 1024.0,
|
|
};
|
|
|
|
let response = GetModelMetricsResponse {
|
|
metrics: Some(metrics_proto),
|
|
};
|
|
Ok(Response::new(response))
|
|
},
|
|
Err(e) => Err(Status::new(Code::Internal, format!("Failed to get metrics: {}", e))),
|
|
}
|
|
},
|
|
Ok(None) => Err(Status::new(Code::NotFound, "Model not found")),
|
|
Err(e) => Err(Status::new(Code::Internal, format!("Failed to get deployment: {}", e))),
|
|
}
|
|
}
|
|
|
|
async fn start_ab_test(
|
|
&self,
|
|
request: Request<StartABTestRequest>,
|
|
) -> Result<Response<StartABTestResponse>, Status> {
|
|
let req = request.into_inner();
|
|
|
|
// Parse treatment version
|
|
let version = ModelVersion::parse(&req.treatment_version)
|
|
.map_err(|e| Status::new(Code::InvalidArgument, format!("Invalid version: {}", e)))?;
|
|
|
|
// Create treatment model
|
|
let treatment_model = self.model_factory
|
|
.create_model(&req.treatment_model_type, &req.treatment_model_data, &version)
|
|
.await
|
|
.map_err(|e| Status::new(Code::Internal, format!("Failed to create treatment model: {}", e)))?;
|
|
|
|
// Convert A/B test config
|
|
let ab_config = req.ab_test_config
|
|
.map(|c| convert_ab_test_config(c))
|
|
.unwrap_or_default();
|
|
|
|
// Create deployment config for A/B test
|
|
let deployment_config = DeploymentConfig {
|
|
enable_ab_testing: true,
|
|
ab_test_config: Some(ab_config.clone()),
|
|
validation_required: true,
|
|
monitoring_config: None,
|
|
auto_rollback: true,
|
|
deployment_strategy: DeploymentStrategy::ABTest { config: ab_config },
|
|
};
|
|
|
|
// Start A/B test deployment
|
|
match self.registry.deploy_model(req.model_id, treatment_model, version, deployment_config).await {
|
|
Ok(deployment_id) => {
|
|
let response = StartABTestResponse {
|
|
experiment_id: deployment_id.to_string(),
|
|
success: true,
|
|
message: "A/B test started successfully".to_string(),
|
|
};
|
|
Ok(Response::new(response))
|
|
},
|
|
Err(e) => {
|
|
let response = StartABTestResponse {
|
|
experiment_id: String::new(),
|
|
success: false,
|
|
message: format!("Failed to start A/B test: {}", e),
|
|
};
|
|
Ok(Response::new(response))
|
|
}
|
|
}
|
|
}
|
|
|
|
async fn get_ab_test_status(
|
|
&self,
|
|
request: Request<GetABTestStatusRequest>,
|
|
) -> Result<Response<GetABTestStatusResponse>, Status> {
|
|
let _req = request.into_inner();
|
|
|
|
// For now, return a placeholder response
|
|
// In a full implementation, this would query the A/B test manager
|
|
let status = ABTestStatusProto {
|
|
experiment_id: "placeholder".to_string(),
|
|
status: ABTestStatusEnum::Running as i32,
|
|
progress_percentage: 50.0,
|
|
control_metrics: None,
|
|
treatment_metrics: None,
|
|
is_significant: false,
|
|
recommendation: None,
|
|
};
|
|
|
|
let response = GetABTestStatusResponse {
|
|
status: Some(status),
|
|
};
|
|
Ok(Response::new(response))
|
|
}
|
|
}
|
|
|
|
// Helper functions for converting between internal types and protobuf types
|
|
|
|
fn convert_deployment_config(proto: DeploymentConfigProto) -> DeploymentConfig {
|
|
let deployment_strategy = match proto.deployment_strategy {
|
|
0 => DeploymentStrategy::Immediate,
|
|
1 => DeploymentStrategy::BlueGreen,
|
|
2 => DeploymentStrategy::Canary { percentage: 10.0 }, // Default 10%
|
|
3 => DeploymentStrategy::ABTest {
|
|
config: proto.ab_test_config
|
|
.map(convert_ab_test_config)
|
|
.unwrap_or_default()
|
|
},
|
|
_ => DeploymentStrategy::Immediate,
|
|
};
|
|
|
|
DeploymentConfig {
|
|
enable_ab_testing: proto.enable_ab_testing,
|
|
ab_test_config: proto.ab_test_config.map(convert_ab_test_config),
|
|
validation_required: proto.validation_required,
|
|
monitoring_config: proto.monitoring_config.map(convert_monitoring_config),
|
|
auto_rollback: proto.auto_rollback,
|
|
deployment_strategy,
|
|
}
|
|
}
|
|
|
|
fn convert_ab_test_config(proto: ABTestConfigProto) -> ABTestConfig {
|
|
ABTestConfig {
|
|
name: proto.name,
|
|
description: proto.description,
|
|
control_traffic_percentage: proto.control_traffic_percentage,
|
|
treatment_traffic_percentage: proto.treatment_traffic_percentage,
|
|
duration: std::time::Duration::from_secs(proto.duration_seconds as u64),
|
|
success_criteria: proto.success_criteria,
|
|
auto_promote: proto.auto_promote,
|
|
auto_rollback: proto.auto_rollback,
|
|
}
|
|
}
|
|
|
|
fn convert_monitoring_config(proto: MonitoringConfigProto) -> MonitoringConfig {
|
|
MonitoringConfig {
|
|
enable_metrics_collection: proto.enable_metrics_collection,
|
|
metrics_interval: std::time::Duration::from_secs(proto.metrics_interval_seconds as u64),
|
|
enable_alerting: proto.enable_alerting,
|
|
sla_thresholds: proto.sla_thresholds
|
|
.into_iter()
|
|
.map(|threshold| {
|
|
use super::monitoring::{SlaThreshold, ThresholdType};
|
|
SlaThreshold {
|
|
metric_name: threshold.metric_name,
|
|
threshold_value: threshold.threshold_value,
|
|
threshold_type: match threshold.threshold_type {
|
|
0 => ThresholdType::LessThan,
|
|
1 => ThresholdType::GreaterThan,
|
|
2 => ThresholdType::Equals,
|
|
_ => ThresholdType::LessThan,
|
|
},
|
|
}
|
|
})
|
|
.collect(),
|
|
alert_channels: vec![], // Would be populated from additional proto fields
|
|
}
|
|
}
|
|
|
|
fn convert_to_deployment_info_proto(entry: &super::RegistryEntry) -> DeploymentInfoProto {
|
|
let deployed_at = entry.metadata.deployed_at
|
|
.duration_since(UNIX_EPOCH)
|
|
.unwrap_or_default()
|
|
.as_secs() as i64;
|
|
|
|
let last_updated = entry.last_updated
|
|
.duration_since(UNIX_EPOCH)
|
|
.unwrap_or_default()
|
|
.as_secs() as i64;
|
|
|
|
let deployment_history = entry.deployment_history
|
|
.iter()
|
|
.map(|event| {
|
|
let timestamp = event.timestamp
|
|
.duration_since(UNIX_EPOCH)
|
|
.unwrap_or_default()
|
|
.as_secs() as i64;
|
|
|
|
DeploymentEventProto {
|
|
event_id: event.event_id.to_string(),
|
|
event_type: match event.event_type {
|
|
super::DeploymentEventType::Deployed => DeploymentEventTypeProto::Deployed as i32,
|
|
super::DeploymentEventType::Updated => DeploymentEventTypeProto::Updated as i32,
|
|
super::DeploymentEventType::HotSwapped => DeploymentEventTypeProto::HotSwapped as i32,
|
|
super::DeploymentEventType::ABTestStarted => DeploymentEventTypeProto::AbTestStarted as i32,
|
|
super::DeploymentEventType::ABTestCompleted => DeploymentEventTypeProto::AbTestCompleted as i32,
|
|
super::DeploymentEventType::RolledBack => DeploymentEventTypeProto::RolledBack as i32,
|
|
super::DeploymentEventType::ValidationFailed => DeploymentEventTypeProto::ValidationFailed as i32,
|
|
super::DeploymentEventType::PerformanceDegraded => DeploymentEventTypeProto::PerformanceDegraded as i32,
|
|
super::DeploymentEventType::Archived => DeploymentEventTypeProto::Archived as i32,
|
|
},
|
|
timestamp,
|
|
version: event.version.to_string(),
|
|
details: event.details.clone(),
|
|
user_id: event.user_id.clone(),
|
|
}
|
|
})
|
|
.collect();
|
|
|
|
DeploymentInfoProto {
|
|
deployment_id: entry.deployment_id.to_string(),
|
|
model_id: entry.model_id.clone(),
|
|
model_type: format!("{:?}", entry.metadata.model_type),
|
|
version: entry.metadata.version.to_string(),
|
|
status: match entry.metadata.status {
|
|
super::DeploymentStatus::Pending => DeploymentStatusProto::Pending as i32,
|
|
super::DeploymentStatus::Deploying => DeploymentStatusProto::Deploying as i32,
|
|
super::DeploymentStatus::Active => DeploymentStatusProto::Active as i32,
|
|
super::DeploymentStatus::Failed => DeploymentStatusProto::Failed as i32,
|
|
super::DeploymentStatus::Archived => DeploymentStatusProto::Archived as i32,
|
|
},
|
|
deployed_at,
|
|
last_updated,
|
|
deployment_history,
|
|
}
|
|
}
|
|
|
|
impl Default for DeploymentConfig {
|
|
fn default() -> Self {
|
|
Self {
|
|
enable_ab_testing: false,
|
|
ab_test_config: None,
|
|
validation_required: true,
|
|
monitoring_config: None,
|
|
auto_rollback: true,
|
|
deployment_strategy: DeploymentStrategy::Immediate,
|
|
}
|
|
}
|
|
}
|
|
|
|
impl Default for ABTestConfig {
|
|
fn default() -> Self {
|
|
Self {
|
|
name: "default_ab_test".to_string(),
|
|
description: None,
|
|
control_traffic_percentage: 50.0,
|
|
treatment_traffic_percentage: 50.0,
|
|
duration: std::time::Duration::from_secs(3600), // 1 hour
|
|
success_criteria: vec![],
|
|
auto_promote: false,
|
|
auto_rollback: true,
|
|
}
|
|
}
|
|
}
|
|
|
|
#[cfg(test)]
|
|
mod tests {
|
|
use super::*;
|
|
use std::sync::Arc;
|
|
use crate::models::MockMLModel;
|
|
|
|
struct MockModelFactory;
|
|
|
|
#[tonic::async_trait]
|
|
impl ModelFactory for MockModelFactory {
|
|
async fn create_model(
|
|
&self,
|
|
_model_type: &str,
|
|
_model_data: &[u8],
|
|
_version: &ModelVersion,
|
|
) -> MLResult<Arc<dyn MLModel>> {
|
|
Ok(Arc::new(MockMLModel::new()))
|
|
}
|
|
}
|
|
|
|
#[tokio::test]
|
|
async fn test_deploy_model_endpoint() {
|
|
let registry = Arc::new(
|
|
ModelDeploymentRegistry::new(super::super::RegistryConfig::default())
|
|
.await
|
|
.unwrap()
|
|
);
|
|
let factory = Arc::new(MockModelFactory);
|
|
let service = ModelDeploymentServiceImpl::new(registry, factory);
|
|
|
|
let request = Request::new(DeployModelRequest {
|
|
model_id: "test_model".to_string(),
|
|
model_type: "mock".to_string(),
|
|
model_data: vec![1, 2, 3, 4],
|
|
version: "1.0.0".to_string(),
|
|
config: Some(DeploymentConfigProto {
|
|
enable_ab_testing: false,
|
|
ab_test_config: None,
|
|
validation_required: false,
|
|
monitoring_config: None,
|
|
auto_rollback: true,
|
|
deployment_strategy: DeploymentStrategyProto::Immediate as i32,
|
|
}),
|
|
});
|
|
|
|
let response = service.deploy_model(request).await.unwrap();
|
|
let response = response.into_inner();
|
|
|
|
assert!(response.success);
|
|
assert!(!response.deployment_id.is_empty());
|
|
}
|
|
|
|
#[tokio::test]
|
|
async fn test_get_deployment_endpoint() {
|
|
let registry = Arc::new(
|
|
ModelDeploymentRegistry::new(super::super::RegistryConfig::default())
|
|
.await
|
|
.unwrap()
|
|
);
|
|
let factory = Arc::new(MockModelFactory);
|
|
let service = ModelDeploymentServiceImpl::new(registry.clone(), factory);
|
|
|
|
// First deploy a model
|
|
let model = Arc::new(MockMLModel::new());
|
|
let version = ModelVersion::new(1, 0, 0);
|
|
registry.deploy_model(
|
|
"test_model".to_string(),
|
|
model,
|
|
version.clone(),
|
|
DeploymentConfig::default(),
|
|
).await.unwrap();
|
|
|
|
// Then get deployment info
|
|
let request = Request::new(GetDeploymentRequest {
|
|
model_id: "test_model".to_string(),
|
|
});
|
|
|
|
let response = service.get_deployment(request).await.unwrap();
|
|
let response = response.into_inner();
|
|
|
|
assert!(response.found);
|
|
assert!(response.deployment.is_some());
|
|
|
|
let deployment = response.deployment.unwrap();
|
|
assert_eq!(deployment.model_id, "test_model");
|
|
assert_eq!(deployment.version, "1.0.0");
|
|
}
|
|
} |